Cleaning

source("~/Desktop/Sayer/Nomogram/R/R directory/Biochemistry ML/cleaning_biochem.R")
## 
## Attaching package: 'dplyr'
## The following object is masked from 'package:lime':
## 
##     explain
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
## Loading required package: ggplot2
## Loading required package: lattice
## 
## Attaching package: 'caret'
## The following object is masked from 'package:tensorflow':
## 
##     train
## 
## Attaching package: 'neuralnet'
## The following object is masked from 'package:dplyr':
## 
##     compute
## 
## Attaching package: 'xgboost'
## The following object is masked from 'package:dplyr':
## 
##     slice
## Loading required package: R6
## 
## Attaching package: 'lightgbm'
## The following objects are masked from 'package:xgboost':
## 
##     getinfo, setinfo, slice
## The following object is masked from 'package:dplyr':
## 
##     slice
## randomForest 4.7-1.1
## Type rfNews() to see new features/changes/bug fixes.
## 
## Attaching package: 'randomForest'
## The following object is masked from 'package:ggplot2':
## 
##     margin
## The following object is masked from 'package:dplyr':
## 
##     combine
## 'data.frame':    388 obs. of  17 variables:
##  $ Sex                  : Factor w/ 2 levels "1","2": 1 2 1 2 2 2 2 2 1 2 ...
##  $ Age                  : int  36 66 65 60 46 33 57 36 39 40 ...
##  $ Urine_vol_L          : num  1.12 2.62 1.58 2.18 2.43 1.13 1 1.18 0.77 1.11 ...
##  $ Urine_Ca_mmol_24h    : num  1.12 2.62 1.58 2.18 2.43 1.13 1 1.18 0.77 1.11 ...
##  $ Urine_ox_mmol_24h    : num  0.25 0.21 0.08 0.42 0.37 0.25 0.32 0.31 0.29 0.22 ...
##  $ Urine_urate_mmol_24h : num  3.05 3.27 2.9 4.1 2.2 1.47 3.43 4.42 2.7 2.13 ...
##  $ pH                   : num  6.46 7.34 4.5 6.3 6.2 6.1 6.6 6.2 6.65 5.2 ...
##  $ Hypercalciuria_coded : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ Hyperoxaluria_coded  : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ Hyperuricosuria_coded: int  1 1 1 1 1 1 1 1 1 1 ...
##  $ Hypercalciuria       : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Hyperoxaluria        : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Hyperuricosuria      : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Recurrence           : Factor w/ 2 levels "Yes","No": 2 2 2 2 2 2 2 2 2 2 ...
##  $ Rec_coded            : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ Stone_type           : Factor w/ 4 levels "CaOx","CaP","Unknown",..: 3 3 3 3 3 3 3 3 3 3 ...
##  $ Stone.Coded          : int  4 4 4 4 4 4 4 4 4 4 ...
##  - attr(*, "na.action")= 'omit' Named int [1:2635] 1 15 36 37 49 54 63 65 76 80 ...
##   ..- attr(*, "names")= chr [1:2635] "1" "15" "36" "37" ...
## Warning in eval(ei, envir): NAs introduced by coercion

## Warning in eval(ei, envir): NAs introduced by coercion
## 'data.frame':    1167 obs. of  15 variables:
##  $ Sex                  : Factor w/ 2 levels "1","2": 1 2 1 2 2 2 2 2 1 2 ...
##  $ Age                  : int  36 66 65 60 46 33 57 36 39 40 ...
##  $ Urine_vol_L          : num  1.12 2.62 1.58 2.18 2.43 1.13 1 1.18 0.77 1.11 ...
##  $ Urine_Ca_mmol_24h    : num  1.12 2.62 1.58 2.18 2.43 1.13 1 1.18 0.77 1.11 ...
##  $ Urine_ox_mmol_24h    : num  0.25 0.21 0.08 0.42 0.37 0.25 0.32 0.31 0.29 0.22 ...
##  $ Urine_urate_mmol_24h : num  3.05 3.27 2.9 4.1 2.2 1.47 3.43 4.42 2.7 2.13 ...
##  $ pH                   : num  6.46 7.34 4.5 6.3 6.2 6.1 6.6 6.2 6.65 5.2 ...
##  $ Hypercalciuria_coded : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ Hyperoxaluria_coded  : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ Hyperuricosuria_coded: int  1 1 1 1 1 1 1 1 1 1 ...
##  $ Hypercalciuria       : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Hyperoxaluria        : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Hyperuricosuria      : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Stone_type           : Factor w/ 4 levels "CaOx","CaP","Unknown",..: 3 3 3 3 3 3 3 3 3 3 ...
##  $ Stone.Coded          : int  4 4 4 4 4 4 4 4 4 4 ...
##  - attr(*, "na.action")= 'omit' Named int [1:1856] 1 15 36 37 49 54 63 65 76 80 ...
##   ..- attr(*, "names")= chr [1:1856] "1" "15" "36" "37" ...

Pre-processing

source("~/Desktop/Sayer/Nomogram/R/R directory/Biochemistry ML/preprocessing_biochem.R")

Models

Stone Type

source("~/Desktop/Sayer/Nomogram/R/R directory/Biochemistry ML/models_biochem_stone_type.R")
## Type 'citation("pROC")' for a citation.
## 
## Attaching package: 'pROC'
## The following objects are masked from 'package:stats':
## 
##     cov, smooth, var
## + Fold01.Rep1: mtry= 2 
## - Fold01.Rep1: mtry= 2 
## + Fold01.Rep1: mtry= 7 
## - Fold01.Rep1: mtry= 7 
## + Fold01.Rep1: mtry=13 
## - Fold01.Rep1: mtry=13 
## + Fold02.Rep1: mtry= 2 
## - Fold02.Rep1: mtry= 2 
## + Fold02.Rep1: mtry= 7 
## - Fold02.Rep1: mtry= 7 
## + Fold02.Rep1: mtry=13 
## - Fold02.Rep1: mtry=13 
## + Fold03.Rep1: mtry= 2 
## - Fold03.Rep1: mtry= 2 
## + Fold03.Rep1: mtry= 7 
## - Fold03.Rep1: mtry= 7 
## + Fold03.Rep1: mtry=13 
## - Fold03.Rep1: mtry=13 
## + Fold04.Rep1: mtry= 2 
## - Fold04.Rep1: mtry= 2 
## + Fold04.Rep1: mtry= 7 
## - Fold04.Rep1: mtry= 7 
## + Fold04.Rep1: mtry=13 
## - Fold04.Rep1: mtry=13 
## + Fold05.Rep1: mtry= 2 
## - Fold05.Rep1: mtry= 2 
## + Fold05.Rep1: mtry= 7 
## - Fold05.Rep1: mtry= 7 
## + Fold05.Rep1: mtry=13 
## - Fold05.Rep1: mtry=13 
## + Fold06.Rep1: mtry= 2 
## - Fold06.Rep1: mtry= 2 
## + Fold06.Rep1: mtry= 7 
## - Fold06.Rep1: mtry= 7 
## + Fold06.Rep1: mtry=13 
## - Fold06.Rep1: mtry=13 
## + Fold07.Rep1: mtry= 2 
## - Fold07.Rep1: mtry= 2 
## + Fold07.Rep1: mtry= 7 
## - Fold07.Rep1: mtry= 7 
## + Fold07.Rep1: mtry=13 
## - Fold07.Rep1: mtry=13 
## + Fold08.Rep1: mtry= 2 
## - Fold08.Rep1: mtry= 2 
## + Fold08.Rep1: mtry= 7 
## - Fold08.Rep1: mtry= 7 
## + Fold08.Rep1: mtry=13 
## - Fold08.Rep1: mtry=13 
## + Fold09.Rep1: mtry= 2 
## - Fold09.Rep1: mtry= 2 
## + Fold09.Rep1: mtry= 7 
## - Fold09.Rep1: mtry= 7 
## + Fold09.Rep1: mtry=13 
## - Fold09.Rep1: mtry=13 
## + Fold10.Rep1: mtry= 2 
## - Fold10.Rep1: mtry= 2 
## + Fold10.Rep1: mtry= 7 
## - Fold10.Rep1: mtry= 7 
## + Fold10.Rep1: mtry=13 
## - Fold10.Rep1: mtry=13 
## Aggregating results
## Selecting tuning parameters
## Fitting mtry = 2 on full training set
## + Fold01.Rep1: cp=0.008261 
## - Fold01.Rep1: cp=0.008261 
## + Fold02.Rep1: cp=0.008261 
## - Fold02.Rep1: cp=0.008261 
## + Fold03.Rep1: cp=0.008261 
## - Fold03.Rep1: cp=0.008261 
## + Fold04.Rep1: cp=0.008261 
## - Fold04.Rep1: cp=0.008261 
## + Fold05.Rep1: cp=0.008261 
## - Fold05.Rep1: cp=0.008261 
## + Fold06.Rep1: cp=0.008261 
## - Fold06.Rep1: cp=0.008261 
## + Fold07.Rep1: cp=0.008261 
## - Fold07.Rep1: cp=0.008261 
## + Fold08.Rep1: cp=0.008261 
## - Fold08.Rep1: cp=0.008261 
## + Fold09.Rep1: cp=0.008261 
## - Fold09.Rep1: cp=0.008261 
## + Fold10.Rep1: cp=0.008261 
## - Fold10.Rep1: cp=0.008261 
## Aggregating results
## Selecting tuning parameters
## Fitting cp = 0.0144 on full training set
## + Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:32:59] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:00] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:01] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:02] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:03] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:04] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:05] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:06] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:07] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:08] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:09] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:10] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:11] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:12] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:13] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:14] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:15] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:16] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:17] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:18] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:19] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:20] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:21] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:22] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:23] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:24] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:25] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:26] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:27] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:28] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:29] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:30] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:31] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:32] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:33] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## Aggregating results
## Selecting tuning parameters
## Fitting nrounds = 50, max_depth = 1, eta = 0.3, gamma = 0, colsample_bytree = 0.8, min_child_weight = 1, subsample = 1 on full training set
## + Fold01.Rep1: size=1, decay=0e+00 
## # weights:  22
## initial  value 825.262007 
## final  value 657.642660 
## converged
## - Fold01.Rep1: size=1, decay=0e+00 
## + Fold01.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 878.792957 
## iter  10 value 655.107279
## iter  20 value 646.839122
## iter  30 value 643.405280
## iter  40 value 642.801072
## iter  50 value 642.678736
## iter  60 value 642.232446
## iter  70 value 642.218297
## iter  80 value 642.206340
## iter  90 value 642.087575
## iter 100 value 641.900421
## final  value 641.900421 
## stopped after 100 iterations
## - Fold01.Rep1: size=3, decay=0e+00 
## + Fold01.Rep1: size=5, decay=0e+00 
## # weights:  94
## initial  value 1133.551469 
## iter  10 value 657.586736
## iter  20 value 653.154199
## iter  30 value 638.484925
## iter  40 value 629.827925
## iter  50 value 618.197590
## iter  60 value 612.590677
## iter  70 value 611.008565
## iter  80 value 610.769478
## iter  90 value 610.475000
## iter 100 value 610.190089
## final  value 610.190089 
## stopped after 100 iterations
## - Fold01.Rep1: size=5, decay=0e+00 
## + Fold01.Rep1: size=1, decay=1e-01 
## # weights:  22
## initial  value 829.362511 
## iter  10 value 658.401635
## iter  20 value 658.267753
## iter  30 value 649.820400
## iter  40 value 634.523608
## iter  50 value 630.449261
## iter  60 value 630.267514
## iter  70 value 630.230456
## final  value 630.230386 
## converged
## - Fold01.Rep1: size=1, decay=1e-01 
## + Fold01.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 1232.501789 
## iter  10 value 661.672818
## iter  20 value 656.786220
## iter  30 value 641.209338
## iter  40 value 631.270561
## iter  50 value 620.652045
## iter  60 value 618.223271
## iter  70 value 610.879155
## iter  80 value 608.619270
## iter  90 value 608.432077
## iter 100 value 607.716290
## final  value 607.716290 
## stopped after 100 iterations
## - Fold01.Rep1: size=3, decay=1e-01 
## + Fold01.Rep1: size=5, decay=1e-01 
## # weights:  94
## initial  value 861.444767 
## iter  10 value 661.876254
## iter  20 value 659.408413
## iter  30 value 633.518952
## iter  40 value 624.610459
## iter  50 value 614.533241
## iter  60 value 611.070830
## iter  70 value 605.088333
## iter  80 value 603.102262
## iter  90 value 600.616735
## iter 100 value 596.408781
## final  value 596.408781 
## stopped after 100 iterations
## - Fold01.Rep1: size=5, decay=1e-01 
## + Fold01.Rep1: size=1, decay=1e-04 
## # weights:  22
## initial  value 1222.848532 
## iter  10 value 657.644890
## final  value 657.644575 
## converged
## - Fold01.Rep1: size=1, decay=1e-04 
## + Fold01.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 882.411889 
## iter  10 value 659.700421
## iter  20 value 632.154543
## iter  30 value 616.825325
## iter  40 value 613.792832
## iter  50 value 612.683378
## iter  60 value 612.512714
## iter  70 value 611.912870
## iter  80 value 611.220768
## iter  90 value 610.283635
## iter 100 value 609.918792
## final  value 609.918792 
## stopped after 100 iterations
## - Fold01.Rep1: size=3, decay=1e-04 
## + Fold01.Rep1: size=5, decay=1e-04 
## # weights:  94
## initial  value 1622.975643 
## iter  10 value 657.178653
## iter  20 value 648.729110
## iter  30 value 643.064514
## iter  40 value 642.417562
## iter  50 value 636.216729
## iter  60 value 631.664454
## iter  70 value 630.177154
## iter  80 value 629.123973
## iter  90 value 628.344452
## iter 100 value 627.750705
## final  value 627.750705 
## stopped after 100 iterations
## - Fold01.Rep1: size=5, decay=1e-04 
## + Fold02.Rep1: size=1, decay=0e+00 
## # weights:  22
## initial  value 1191.662317 
## iter  10 value 654.449170
## iter  20 value 654.284020
## final  value 654.283433 
## converged
## - Fold02.Rep1: size=1, decay=0e+00 
## + Fold02.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 1074.119640 
## iter  10 value 675.343909
## final  value 654.284005 
## converged
## - Fold02.Rep1: size=3, decay=0e+00 
## + Fold02.Rep1: size=5, decay=0e+00 
## # weights:  94
## initial  value 1385.195635 
## iter  10 value 654.375278
## iter  20 value 654.283934
## final  value 654.283422 
## converged
## - Fold02.Rep1: size=5, decay=0e+00 
## + Fold02.Rep1: size=1, decay=1e-01 
## # weights:  22
## initial  value 977.670411 
## iter  10 value 656.550874
## final  value 656.043001 
## converged
## - Fold02.Rep1: size=1, decay=1e-01 
## + Fold02.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 917.548783 
## iter  10 value 655.904523
## final  value 655.896305 
## converged
## - Fold02.Rep1: size=3, decay=1e-01 
## + Fold02.Rep1: size=5, decay=1e-01 
## # weights:  94
## initial  value 989.175158 
## iter  10 value 656.826540
## iter  20 value 656.339113
## iter  30 value 655.801054
## iter  40 value 654.909866
## iter  50 value 640.692736
## iter  60 value 625.887756
## iter  70 value 624.752889
## iter  80 value 624.743127
## iter  80 value 624.743121
## iter  80 value 624.743121
## final  value 624.743121 
## converged
## - Fold02.Rep1: size=5, decay=1e-01 
## + Fold02.Rep1: size=1, decay=1e-04 
## # weights:  22
## initial  value 1017.283841 
## iter  10 value 661.855512
## iter  20 value 654.297981
## final  value 654.296638 
## converged
## - Fold02.Rep1: size=1, decay=1e-04 
## + Fold02.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 1084.750162 
## iter  10 value 655.151186
## iter  20 value 654.300370
## final  value 654.300290 
## converged
## - Fold02.Rep1: size=3, decay=1e-04 
## + Fold02.Rep1: size=5, decay=1e-04 
## # weights:  94
## initial  value 893.518428 
## iter  10 value 654.305618
## iter  20 value 653.302629
## iter  30 value 653.297574
## iter  40 value 653.296035
## final  value 653.294814 
## converged
## - Fold02.Rep1: size=5, decay=1e-04 
## + Fold03.Rep1: size=1, decay=0e+00 
## # weights:  22
## initial  value 1005.821295 
## iter  10 value 655.400434
## iter  20 value 654.284689
## final  value 654.283434 
## converged
## - Fold03.Rep1: size=1, decay=0e+00 
## + Fold03.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 993.772785 
## iter  10 value 654.309390
## iter  20 value 654.283505
## final  value 654.283449 
## converged
## - Fold03.Rep1: size=3, decay=0e+00 
## + Fold03.Rep1: size=5, decay=0e+00 
## # weights:  94
## initial  value 732.160659 
## iter  10 value 654.306419
## iter  20 value 654.283492
## final  value 654.283443 
## converged
## - Fold03.Rep1: size=5, decay=0e+00 
## + Fold03.Rep1: size=1, decay=1e-01 
## # weights:  22
## initial  value 947.648590 
## iter  10 value 656.825339
## iter  20 value 656.043108
## iter  20 value 656.043108
## iter  20 value 656.043108
## final  value 656.043108 
## converged
## - Fold03.Rep1: size=1, decay=1e-01 
## + Fold03.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 1031.735008 
## iter  10 value 658.003778
## iter  20 value 633.136032
## iter  30 value 628.052879
## final  value 628.046072 
## converged
## - Fold03.Rep1: size=3, decay=1e-01 
## + Fold03.Rep1: size=5, decay=1e-01 
## # weights:  94
## initial  value 1413.436450 
## iter  10 value 660.945763
## iter  20 value 655.490422
## iter  30 value 655.338795
## iter  40 value 655.310148
## iter  50 value 655.259383
## final  value 655.206138 
## converged
## - Fold03.Rep1: size=5, decay=1e-01 
## + Fold03.Rep1: size=1, decay=1e-04 
## # weights:  22
## initial  value 916.513215 
## iter  10 value 655.925571
## iter  20 value 654.296856
## final  value 654.296518 
## converged
## - Fold03.Rep1: size=1, decay=1e-04 
## + Fold03.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 1544.502228 
## iter  10 value 654.347150
## final  value 654.293031 
## converged
## - Fold03.Rep1: size=3, decay=1e-04 
## + Fold03.Rep1: size=5, decay=1e-04 
## # weights:  94
## initial  value 1490.684215 
## iter  10 value 654.402634
## final  value 654.300098 
## converged
## - Fold03.Rep1: size=5, decay=1e-04 
## + Fold04.Rep1: size=1, decay=0e+00 
## # weights:  22
## initial  value 1017.668471 
## iter  10 value 654.923779
## iter  20 value 654.837545
## final  value 654.837448 
## converged
## - Fold04.Rep1: size=1, decay=0e+00 
## + Fold04.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 924.028918 
## iter  10 value 653.589827
## iter  20 value 644.094863
## iter  30 value 632.608441
## iter  40 value 631.898530
## iter  50 value 631.574034
## iter  60 value 631.217055
## iter  70 value 631.052140
## iter  80 value 631.025075
## iter  90 value 630.971711
## iter 100 value 630.915838
## final  value 630.915838 
## stopped after 100 iterations
## - Fold04.Rep1: size=3, decay=0e+00 
## + Fold04.Rep1: size=5, decay=0e+00 
## # weights:  94
## initial  value 1274.024144 
## iter  10 value 654.855166
## iter  20 value 654.782629
## iter  30 value 641.753722
## iter  40 value 632.796637
## iter  50 value 620.223478
## iter  60 value 613.116038
## iter  70 value 603.741215
## iter  80 value 602.099213
## iter  90 value 600.320823
## iter 100 value 600.049535
## final  value 600.049535 
## stopped after 100 iterations
## - Fold04.Rep1: size=5, decay=0e+00 
## + Fold04.Rep1: size=1, decay=1e-01 
## # weights:  22
## initial  value 908.077867 
## iter  10 value 659.960154
## iter  20 value 659.452506
## iter  30 value 657.805474
## iter  40 value 638.750858
## iter  50 value 633.777607
## iter  60 value 633.769425
## final  value 633.769228 
## converged
## - Fold04.Rep1: size=1, decay=1e-01 
## + Fold04.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 1106.401943 
## iter  10 value 656.830068
## iter  20 value 655.991918
## iter  30 value 655.884099
## iter  40 value 655.848108
## final  value 655.847780 
## converged
## - Fold04.Rep1: size=3, decay=1e-01 
## + Fold04.Rep1: size=5, decay=1e-01 
## # weights:  94
## initial  value 821.538542 
## iter  10 value 657.070750
## iter  20 value 655.457544
## iter  30 value 639.360043
## iter  40 value 630.027472
## iter  50 value 627.841735
## iter  60 value 619.387512
## iter  70 value 613.734773
## iter  80 value 612.887766
## iter  90 value 612.667690
## iter 100 value 612.664830
## final  value 612.664830 
## stopped after 100 iterations
## - Fold04.Rep1: size=5, decay=1e-01 
## + Fold04.Rep1: size=1, decay=1e-04 
## # weights:  22
## initial  value 808.363255 
## iter  10 value 658.202900
## final  value 658.199334 
## converged
## - Fold04.Rep1: size=1, decay=1e-04 
## + Fold04.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 1396.628453 
## iter  10 value 654.977735
## iter  20 value 654.901653
## iter  20 value 654.901651
## iter  20 value 654.901650
## final  value 654.901650 
## converged
## - Fold04.Rep1: size=3, decay=1e-04 
## + Fold04.Rep1: size=5, decay=1e-04 
## # weights:  94
## initial  value 1934.189024 
## iter  10 value 655.012234
## iter  20 value 647.627308
## iter  30 value 623.287344
## iter  40 value 620.004935
## iter  50 value 618.512203
## iter  60 value 618.123433
## iter  70 value 617.890072
## iter  80 value 617.883621
## iter  90 value 617.831147
## iter 100 value 617.826276
## final  value 617.826276 
## stopped after 100 iterations
## - Fold04.Rep1: size=5, decay=1e-04 
## + Fold05.Rep1: size=1, decay=0e+00 
## # weights:  22
## initial  value 1217.452431 
## iter  10 value 657.618812
## iter  20 value 634.088171
## iter  30 value 631.970400
## iter  40 value 629.920455
## iter  50 value 628.659681
## iter  60 value 628.366809
## iter  70 value 628.022297
## iter  80 value 627.806525
## iter  90 value 627.723701
## final  value 627.723511 
## converged
## - Fold05.Rep1: size=1, decay=0e+00 
## + Fold05.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 1080.038114 
## iter  10 value 657.856687
## iter  20 value 650.036754
## iter  30 value 631.668221
## iter  40 value 625.812892
## iter  50 value 624.647375
## iter  60 value 623.379237
## iter  70 value 623.332903
## iter  80 value 623.268278
## iter  90 value 622.936739
## iter 100 value 622.127141
## final  value 622.127141 
## stopped after 100 iterations
## - Fold05.Rep1: size=3, decay=0e+00 
## + Fold05.Rep1: size=5, decay=0e+00 
## # weights:  94
## initial  value 984.230692 
## iter  10 value 660.589480
## iter  20 value 636.704444
## iter  30 value 610.272222
## iter  40 value 603.892733
## iter  50 value 599.451042
## iter  60 value 597.750042
## iter  70 value 596.994120
## iter  80 value 595.697797
## iter  90 value 595.447275
## iter 100 value 595.034804
## final  value 595.034804 
## stopped after 100 iterations
## - Fold05.Rep1: size=5, decay=0e+00 
## + Fold05.Rep1: size=1, decay=1e-01 
## # weights:  22
## initial  value 1071.976670 
## iter  10 value 659.888633
## final  value 659.887761 
## converged
## - Fold05.Rep1: size=1, decay=1e-01 
## + Fold05.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 921.081784 
## iter  10 value 661.838067
## iter  20 value 639.914262
## iter  30 value 632.239102
## iter  40 value 631.583455
## final  value 631.580991 
## converged
## - Fold05.Rep1: size=3, decay=1e-01 
## + Fold05.Rep1: size=5, decay=1e-01 
## # weights:  94
## initial  value 1020.838244 
## iter  10 value 661.209853
## iter  20 value 659.406692
## iter  30 value 650.085198
## iter  40 value 636.749307
## iter  50 value 622.984242
## iter  60 value 616.340948
## iter  70 value 614.066087
## iter  80 value 611.976174
## iter  90 value 611.176568
## iter 100 value 610.764992
## final  value 610.764992 
## stopped after 100 iterations
## - Fold05.Rep1: size=5, decay=1e-01 
## + Fold05.Rep1: size=1, decay=1e-04 
## # weights:  22
## initial  value 1005.572746 
## iter  10 value 657.691195
## final  value 657.652121 
## converged
## - Fold05.Rep1: size=1, decay=1e-04 
## + Fold05.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 1057.342507 
## iter  10 value 657.764726
## iter  20 value 656.673406
## iter  30 value 656.669114
## iter  40 value 656.665367
## iter  40 value 656.665364
## iter  40 value 656.665363
## final  value 656.665363 
## converged
## - Fold05.Rep1: size=3, decay=1e-04 
## + Fold05.Rep1: size=5, decay=1e-04 
## # weights:  94
## initial  value 1321.353650 
## iter  10 value 657.683800
## iter  20 value 657.649150
## final  value 657.648858 
## converged
## - Fold05.Rep1: size=5, decay=1e-04 
## + Fold06.Rep1: size=1, decay=0e+00 
## # weights:  22
## initial  value 1149.946152 
## iter  10 value 655.391544
## iter  20 value 655.284810
## final  value 655.284692 
## converged
## - Fold06.Rep1: size=1, decay=0e+00 
## + Fold06.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 1107.855315 
## iter  10 value 656.341023
## iter  20 value 637.076439
## iter  30 value 625.963742
## iter  40 value 624.309873
## iter  50 value 623.126756
## iter  60 value 623.067025
## iter  70 value 623.056507
## iter  80 value 623.022066
## iter  90 value 622.958419
## final  value 622.951490 
## converged
## - Fold06.Rep1: size=3, decay=0e+00 
## + Fold06.Rep1: size=5, decay=0e+00 
## # weights:  94
## initial  value 1626.506104 
## iter  10 value 655.297470
## iter  20 value 655.185640
## iter  30 value 654.307768
## final  value 654.284295 
## converged
## - Fold06.Rep1: size=5, decay=0e+00 
## + Fold06.Rep1: size=1, decay=1e-01 
## # weights:  22
## initial  value 1098.802579 
## iter  10 value 660.011692
## iter  20 value 657.204213
## iter  30 value 643.895327
## iter  40 value 636.284710
## iter  50 value 636.259595
## final  value 636.259504 
## converged
## - Fold06.Rep1: size=1, decay=1e-01 
## + Fold06.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 985.091970 
## iter  10 value 657.219697
## iter  20 value 656.381167
## final  value 656.353764 
## converged
## - Fold06.Rep1: size=3, decay=1e-01 
## + Fold06.Rep1: size=5, decay=1e-01 
## # weights:  94
## initial  value 1361.930296 
## iter  10 value 656.612791
## iter  20 value 654.952196
## iter  30 value 639.333366
## iter  40 value 630.585127
## iter  50 value 630.414542
## iter  50 value 630.414540
## final  value 630.414540 
## converged
## - Fold06.Rep1: size=5, decay=1e-01 
## + Fold06.Rep1: size=1, decay=1e-04 
## # weights:  22
## initial  value 1029.169840 
## iter  10 value 657.696318
## iter  20 value 645.305487
## iter  30 value 632.497165
## iter  40 value 631.115146
## iter  50 value 630.547726
## iter  60 value 630.240718
## iter  70 value 630.184736
## iter  80 value 630.132226
## iter  90 value 630.128516
## iter  90 value 630.128515
## iter  90 value 630.128515
## final  value 630.128515 
## converged
## - Fold06.Rep1: size=1, decay=1e-04 
## + Fold06.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 950.935499 
## iter  10 value 663.324960
## final  value 655.291625 
## converged
## - Fold06.Rep1: size=3, decay=1e-04 
## + Fold06.Rep1: size=5, decay=1e-04 
## # weights:  94
## initial  value 1032.002858 
## iter  10 value 655.356824
## iter  20 value 655.291760
## iter  30 value 655.251711
## iter  40 value 654.171124
## iter  50 value 629.652123
## iter  60 value 625.524365
## iter  70 value 623.239939
## iter  80 value 622.762409
## iter  90 value 622.754328
## iter 100 value 622.753840
## final  value 622.753840 
## stopped after 100 iterations
## - Fold06.Rep1: size=5, decay=1e-04 
## + Fold07.Rep1: size=1, decay=0e+00 
## # weights:  22
## initial  value 969.709787 
## iter  10 value 654.456919
## iter  20 value 654.283930
## final  value 654.283442 
## converged
## - Fold07.Rep1: size=1, decay=0e+00 
## + Fold07.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 1022.730151 
## iter  10 value 654.306814
## iter  20 value 652.572683
## iter  30 value 651.266220
## final  value 651.265486 
## converged
## - Fold07.Rep1: size=3, decay=0e+00 
## + Fold07.Rep1: size=5, decay=0e+00 
## # weights:  94
## initial  value 900.581960 
## iter  10 value 654.545248
## iter  20 value 625.526872
## iter  30 value 615.866208
## iter  40 value 612.183186
## iter  50 value 607.856789
## iter  60 value 602.306381
## iter  70 value 594.383654
## iter  80 value 590.026780
## iter  90 value 589.443460
## iter 100 value 589.328514
## final  value 589.328514 
## stopped after 100 iterations
## - Fold07.Rep1: size=5, decay=0e+00 
## + Fold07.Rep1: size=1, decay=1e-01 
## # weights:  22
## initial  value 1048.049418 
## iter  10 value 656.083223
## final  value 656.039792 
## converged
## - Fold07.Rep1: size=1, decay=1e-01 
## + Fold07.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 1109.032248 
## iter  10 value 655.914375
## iter  20 value 655.891039
## iter  20 value 655.891036
## iter  20 value 655.891036
## final  value 655.891036 
## converged
## - Fold07.Rep1: size=3, decay=1e-01 
## + Fold07.Rep1: size=5, decay=1e-01 
## # weights:  94
## initial  value 1267.922006 
## iter  10 value 661.827203
## iter  20 value 658.052728
## iter  30 value 655.249185
## final  value 655.198358 
## converged
## - Fold07.Rep1: size=5, decay=1e-01 
## + Fold07.Rep1: size=1, decay=1e-04 
## # weights:  22
## initial  value 1111.541739 
## iter  10 value 654.386074
## final  value 654.297893 
## converged
## - Fold07.Rep1: size=1, decay=1e-04 
## + Fold07.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 1192.362640 
## iter  10 value 655.080141
## iter  20 value 648.606370
## iter  30 value 638.751698
## iter  40 value 636.359357
## iter  50 value 635.596593
## iter  60 value 635.202391
## iter  70 value 634.772353
## iter  80 value 634.558922
## iter  90 value 634.428337
## iter 100 value 634.294299
## final  value 634.294299 
## stopped after 100 iterations
## - Fold07.Rep1: size=3, decay=1e-04 
## + Fold07.Rep1: size=5, decay=1e-04 
## # weights:  94
## initial  value 1105.025058 
## iter  10 value 656.129294
## iter  20 value 653.894260
## iter  30 value 636.242367
## iter  40 value 631.272802
## iter  50 value 618.934385
## iter  60 value 612.076820
## iter  70 value 611.252532
## iter  80 value 610.861445
## iter  90 value 610.719549
## iter 100 value 608.479328
## final  value 608.479328 
## stopped after 100 iterations
## - Fold07.Rep1: size=5, decay=1e-04 
## + Fold08.Rep1: size=1, decay=0e+00 
## # weights:  22
## initial  value 869.196934 
## iter  10 value 655.138018
## iter  20 value 654.837669
## final  value 654.837440 
## converged
## - Fold08.Rep1: size=1, decay=0e+00 
## + Fold08.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 1074.015527 
## iter  10 value 655.084581
## iter  20 value 654.837734
## final  value 654.837441 
## converged
## - Fold08.Rep1: size=3, decay=0e+00 
## + Fold08.Rep1: size=5, decay=0e+00 
## # weights:  94
## initial  value 1120.879917 
## iter  10 value 654.291738
## iter  20 value 634.374963
## iter  30 value 622.379220
## iter  40 value 620.458890
## iter  50 value 619.411658
## iter  60 value 617.350897
## iter  70 value 617.070603
## iter  80 value 616.892922
## iter  90 value 616.667136
## iter 100 value 616.645961
## final  value 616.645961 
## stopped after 100 iterations
## - Fold08.Rep1: size=5, decay=0e+00 
## + Fold08.Rep1: size=1, decay=1e-01 
## # weights:  22
## initial  value 1099.475113 
## iter  10 value 656.642408
## final  value 656.597824 
## converged
## - Fold08.Rep1: size=1, decay=1e-01 
## + Fold08.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 1687.698237 
## iter  10 value 722.814515
## iter  20 value 663.219038
## iter  30 value 655.908379
## iter  40 value 655.906952
## final  value 655.906917 
## converged
## - Fold08.Rep1: size=3, decay=1e-01 
## + Fold08.Rep1: size=5, decay=1e-01 
## # weights:  94
## initial  value 1023.460549 
## iter  10 value 662.667286
## iter  20 value 633.114730
## iter  30 value 630.897448
## iter  40 value 630.400530
## iter  50 value 626.536432
## iter  60 value 626.152392
## final  value 626.152134 
## converged
## - Fold08.Rep1: size=5, decay=1e-01 
## + Fold08.Rep1: size=1, decay=1e-04 
## # weights:  22
## initial  value 1314.782232 
## iter  10 value 671.936866
## iter  20 value 654.852257
## final  value 654.851439 
## converged
## - Fold08.Rep1: size=1, decay=1e-04 
## + Fold08.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 1065.867075 
## iter  10 value 655.046415
## iter  20 value 653.627783
## iter  30 value 644.533078
## iter  40 value 636.219249
## iter  50 value 635.943526
## iter  60 value 635.924067
## iter  70 value 635.907738
## iter  80 value 635.876559
## iter  90 value 635.828714
## iter 100 value 635.179459
## final  value 635.179459 
## stopped after 100 iterations
## - Fold08.Rep1: size=3, decay=1e-04 
## + Fold08.Rep1: size=5, decay=1e-04 
## # weights:  94
## initial  value 1177.781234 
## iter  10 value 673.763878
## iter  20 value 638.436587
## iter  30 value 635.158639
## iter  40 value 631.955697
## iter  50 value 631.499614
## iter  60 value 631.438529
## iter  70 value 631.416607
## iter  80 value 631.386710
## iter  90 value 631.336410
## iter 100 value 631.321557
## final  value 631.321557 
## stopped after 100 iterations
## - Fold08.Rep1: size=5, decay=1e-04 
## + Fold09.Rep1: size=1, decay=0e+00 
## # weights:  22
## initial  value 1044.035484 
## iter  10 value 654.453919
## iter  20 value 654.283749
## final  value 654.283434 
## converged
## - Fold09.Rep1: size=1, decay=0e+00 
## + Fold09.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 1408.107584 
## iter  10 value 654.409983
## iter  20 value 654.283563
## final  value 654.283450 
## converged
## - Fold09.Rep1: size=3, decay=0e+00 
## + Fold09.Rep1: size=5, decay=0e+00 
## # weights:  94
## initial  value 1084.491574 
## iter  10 value 652.657633
## iter  20 value 649.818271
## final  value 649.814659 
## converged
## - Fold09.Rep1: size=5, decay=0e+00 
## + Fold09.Rep1: size=1, decay=1e-01 
## # weights:  22
## initial  value 1187.829352 
## iter  10 value 655.256914
## iter  20 value 642.579164
## iter  30 value 631.346132
## iter  40 value 631.308017
## final  value 631.307833 
## converged
## - Fold09.Rep1: size=1, decay=1e-01 
## + Fold09.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 839.452555 
## iter  10 value 655.522855
## final  value 655.485774 
## converged
## - Fold09.Rep1: size=3, decay=1e-01 
## + Fold09.Rep1: size=5, decay=1e-01 
## # weights:  94
## initial  value 1052.047669 
## iter  10 value 664.266014
## iter  20 value 655.498742
## iter  30 value 648.334896
## iter  40 value 630.822300
## iter  50 value 619.599517
## iter  60 value 615.415464
## iter  70 value 614.434838
## iter  80 value 614.088318
## iter  90 value 614.012759
## iter 100 value 613.730836
## final  value 613.730836 
## stopped after 100 iterations
## - Fold09.Rep1: size=5, decay=1e-01 
## + Fold09.Rep1: size=1, decay=1e-04 
## # weights:  22
## initial  value 873.569996 
## iter  10 value 654.330410
## final  value 654.293041 
## converged
## - Fold09.Rep1: size=1, decay=1e-04 
## + Fold09.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 1116.225084 
## iter  10 value 654.317523
## final  value 654.290786 
## converged
## - Fold09.Rep1: size=3, decay=1e-04 
## + Fold09.Rep1: size=5, decay=1e-04 
## # weights:  94
## initial  value 787.608565 
## iter  10 value 659.668018
## iter  20 value 645.955842
## iter  30 value 624.572221
## iter  40 value 621.249866
## iter  50 value 620.004094
## iter  60 value 619.551905
## iter  70 value 619.531926
## iter  80 value 619.416604
## iter  90 value 619.397940
## iter 100 value 619.320536
## final  value 619.320536 
## stopped after 100 iterations
## - Fold09.Rep1: size=5, decay=1e-04 
## + Fold10.Rep1: size=1, decay=0e+00 
## # weights:  22
## initial  value 1077.512556 
## iter  10 value 678.488733
## iter  20 value 654.290525
## iter  30 value 654.283436
## iter  30 value 654.283432
## iter  30 value 654.283432
## final  value 654.283432 
## converged
## - Fold10.Rep1: size=1, decay=0e+00 
## + Fold10.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 1615.450736 
## iter  10 value 654.928477
## iter  20 value 654.283602
## final  value 654.283434 
## converged
## - Fold10.Rep1: size=3, decay=0e+00 
## + Fold10.Rep1: size=5, decay=0e+00 
## # weights:  94
## initial  value 934.913780 
## iter  10 value 654.361407
## iter  20 value 652.785686
## iter  30 value 646.289571
## iter  40 value 644.290495
## iter  50 value 643.443195
## iter  60 value 643.431197
## iter  70 value 643.428638
## iter  70 value 643.428631
## iter  70 value 643.428631
## final  value 643.428631 
## converged
## - Fold10.Rep1: size=5, decay=0e+00 
## + Fold10.Rep1: size=1, decay=1e-01 
## # weights:  22
## initial  value 1146.346835 
## iter  10 value 656.063182
## final  value 656.043181 
## converged
## - Fold10.Rep1: size=1, decay=1e-01 
## + Fold10.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 941.295975 
## iter  10 value 656.700224
## iter  20 value 655.414252
## iter  30 value 655.340001
## iter  40 value 655.310478
## iter  50 value 655.295415
## iter  60 value 655.293366
## final  value 655.293352 
## converged
## - Fold10.Rep1: size=3, decay=1e-01 
## + Fold10.Rep1: size=5, decay=1e-01 
## # weights:  94
## initial  value 1155.698516 
## iter  10 value 652.559102
## iter  20 value 629.997174
## iter  30 value 623.593135
## iter  40 value 622.677111
## iter  50 value 622.641992
## iter  60 value 622.134459
## iter  70 value 612.910417
## iter  80 value 611.467263
## iter  90 value 611.376428
## iter 100 value 611.303597
## final  value 611.303597 
## stopped after 100 iterations
## - Fold10.Rep1: size=5, decay=1e-01 
## + Fold10.Rep1: size=1, decay=1e-04 
## # weights:  22
## initial  value 1308.128071 
## iter  10 value 654.307461
## final  value 654.292877 
## converged
## - Fold10.Rep1: size=1, decay=1e-04 
## + Fold10.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 937.406257 
## iter  10 value 654.564147
## iter  20 value 654.297501
## iter  20 value 654.297497
## iter  20 value 654.297497
## final  value 654.297497 
## converged
## - Fold10.Rep1: size=3, decay=1e-04 
## + Fold10.Rep1: size=5, decay=1e-04 
## # weights:  94
## initial  value 1168.019356 
## iter  10 value 655.319788
## iter  20 value 635.662578
## iter  30 value 620.301427
## iter  40 value 618.469807
## iter  50 value 618.272083
## iter  60 value 618.132284
## iter  70 value 617.938821
## iter  80 value 617.889362
## iter  90 value 617.709201
## iter 100 value 615.086247
## final  value 615.086247 
## stopped after 100 iterations
## - Fold10.Rep1: size=5, decay=1e-04 
## Aggregating results
## Selecting tuning parameters
## Fitting size = 1, decay = 0.1 on full training set
## # weights:  22
## initial  value 1045.070150 
## iter  10 value 735.045422
## iter  20 value 731.813930
## iter  30 value 730.235154
## iter  30 value 730.235149
## iter  30 value 730.235149
## final  value 730.235149 
## converged

Recurrence

source("~/Desktop/Sayer/Nomogram/R/R directory/Biochemistry ML/models_biochem_recurrence.R")
## + Fold01.Rep1: mtry= 2 
## - Fold01.Rep1: mtry= 2 
## + Fold01.Rep1: mtry= 9 
## - Fold01.Rep1: mtry= 9 
## + Fold01.Rep1: mtry=17 
## - Fold01.Rep1: mtry=17 
## + Fold02.Rep1: mtry= 2 
## - Fold02.Rep1: mtry= 2 
## + Fold02.Rep1: mtry= 9 
## - Fold02.Rep1: mtry= 9 
## + Fold02.Rep1: mtry=17 
## - Fold02.Rep1: mtry=17 
## + Fold03.Rep1: mtry= 2 
## - Fold03.Rep1: mtry= 2 
## + Fold03.Rep1: mtry= 9 
## - Fold03.Rep1: mtry= 9 
## + Fold03.Rep1: mtry=17 
## - Fold03.Rep1: mtry=17 
## + Fold04.Rep1: mtry= 2 
## - Fold04.Rep1: mtry= 2 
## + Fold04.Rep1: mtry= 9 
## - Fold04.Rep1: mtry= 9 
## + Fold04.Rep1: mtry=17 
## - Fold04.Rep1: mtry=17 
## + Fold05.Rep1: mtry= 2 
## - Fold05.Rep1: mtry= 2 
## + Fold05.Rep1: mtry= 9 
## - Fold05.Rep1: mtry= 9 
## + Fold05.Rep1: mtry=17 
## - Fold05.Rep1: mtry=17 
## + Fold06.Rep1: mtry= 2 
## - Fold06.Rep1: mtry= 2 
## + Fold06.Rep1: mtry= 9 
## - Fold06.Rep1: mtry= 9 
## + Fold06.Rep1: mtry=17 
## - Fold06.Rep1: mtry=17 
## + Fold07.Rep1: mtry= 2 
## - Fold07.Rep1: mtry= 2 
## + Fold07.Rep1: mtry= 9 
## - Fold07.Rep1: mtry= 9 
## + Fold07.Rep1: mtry=17 
## - Fold07.Rep1: mtry=17 
## + Fold08.Rep1: mtry= 2 
## - Fold08.Rep1: mtry= 2 
## + Fold08.Rep1: mtry= 9 
## - Fold08.Rep1: mtry= 9 
## + Fold08.Rep1: mtry=17 
## - Fold08.Rep1: mtry=17 
## + Fold09.Rep1: mtry= 2 
## - Fold09.Rep1: mtry= 2 
## + Fold09.Rep1: mtry= 9 
## - Fold09.Rep1: mtry= 9 
## + Fold09.Rep1: mtry=17 
## - Fold09.Rep1: mtry=17 
## + Fold10.Rep1: mtry= 2 
## - Fold10.Rep1: mtry= 2 
## + Fold10.Rep1: mtry= 9 
## - Fold10.Rep1: mtry= 9 
## + Fold10.Rep1: mtry=17 
## - Fold10.Rep1: mtry=17 
## Aggregating results
## Selecting tuning parameters
## Fitting mtry = 17 on full training set
## + Fold01.Rep1: cp=0.02479 
## - Fold01.Rep1: cp=0.02479 
## + Fold02.Rep1: cp=0.02479 
## - Fold02.Rep1: cp=0.02479 
## + Fold03.Rep1: cp=0.02479 
## - Fold03.Rep1: cp=0.02479 
## + Fold04.Rep1: cp=0.02479 
## - Fold04.Rep1: cp=0.02479 
## + Fold05.Rep1: cp=0.02479 
## - Fold05.Rep1: cp=0.02479 
## + Fold06.Rep1: cp=0.02479 
## - Fold06.Rep1: cp=0.02479 
## + Fold07.Rep1: cp=0.02479 
## - Fold07.Rep1: cp=0.02479 
## + Fold08.Rep1: cp=0.02479 
## - Fold08.Rep1: cp=0.02479 
## + Fold09.Rep1: cp=0.02479 
## - Fold09.Rep1: cp=0.02479 
## + Fold10.Rep1: cp=0.02479 
## - Fold10.Rep1: cp=0.02479 
## Aggregating results
## Selecting tuning parameters
## Fitting cp = 0.0248 on full training set
## + Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:48] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold01.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:49] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold02.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:50] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold03.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold04.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:51] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold05.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:52] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold06.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold07.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:53] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold08.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:54] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold09.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:55] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 
## + Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## [16:33:56] WARNING: src/c_api/c_api.cc:935: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold10.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 
## Aggregating results
## Selecting tuning parameters
## Fitting nrounds = 100, max_depth = 1, eta = 0.4, gamma = 0, colsample_bytree = 0.8, min_child_weight = 1, subsample = 0.75 on full training set
## + Fold01.Rep1: size=1, decay=0e+00 
## # weights:  20
## initial  value 170.395407 
## final  value 167.739983 
## converged
## - Fold01.Rep1: size=1, decay=0e+00 
## + Fold01.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 185.725016 
## iter  10 value 167.688641
## iter  20 value 165.967927
## iter  30 value 165.346174
## iter  40 value 165.048553
## iter  50 value 143.624621
## iter  60 value 141.227170
## iter  70 value 139.154730
## iter  80 value 136.524949
## iter  90 value 136.440886
## iter 100 value 136.029846
## final  value 136.029846 
## stopped after 100 iterations
## - Fold01.Rep1: size=3, decay=0e+00 
## + Fold01.Rep1: size=5, decay=0e+00 
## # weights:  96
## initial  value 169.063049 
## iter  10 value 167.039697
## iter  20 value 152.184306
## iter  30 value 144.818020
## iter  40 value 140.080209
## iter  50 value 135.246908
## iter  60 value 134.912977
## iter  70 value 134.766584
## iter  80 value 134.586076
## iter  90 value 134.438018
## iter 100 value 134.307533
## final  value 134.307533 
## stopped after 100 iterations
## - Fold01.Rep1: size=5, decay=0e+00 
## + Fold01.Rep1: size=1, decay=1e-01 
## # weights:  20
## initial  value 174.846021 
## iter  10 value 165.957439
## iter  20 value 157.088730
## iter  30 value 150.477856
## iter  40 value 150.440247
## final  value 150.440245 
## converged
## - Fold01.Rep1: size=1, decay=1e-01 
## + Fold01.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 178.763533 
## iter  10 value 166.270298
## iter  20 value 155.911450
## iter  30 value 150.735715
## iter  40 value 150.446188
## iter  50 value 148.743162
## iter  60 value 145.134421
## iter  70 value 142.550838
## iter  80 value 141.229573
## iter  90 value 140.641180
## iter 100 value 140.633655
## final  value 140.633655 
## stopped after 100 iterations
## - Fold01.Rep1: size=3, decay=1e-01 
## + Fold01.Rep1: size=5, decay=1e-01 
## # weights:  96
## initial  value 220.183114 
## iter  10 value 156.199171
## iter  20 value 150.700566
## iter  30 value 150.600903
## iter  40 value 148.770118
## iter  50 value 145.999610
## iter  60 value 143.119337
## iter  70 value 140.829883
## iter  80 value 139.984304
## iter  90 value 137.661322
## iter 100 value 132.599660
## final  value 132.599660 
## stopped after 100 iterations
## - Fold01.Rep1: size=5, decay=1e-01 
## + Fold01.Rep1: size=1, decay=1e-04 
## # weights:  20
## initial  value 170.847194 
## final  value 167.740586 
## converged
## - Fold01.Rep1: size=1, decay=1e-04 
## + Fold01.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 203.932067 
## iter  10 value 166.221966
## iter  20 value 147.545073
## iter  30 value 135.664518
## iter  40 value 128.600293
## iter  50 value 126.011313
## iter  60 value 125.115889
## iter  70 value 125.079988
## iter  80 value 125.032114
## iter  90 value 125.001062
## iter 100 value 124.976065
## final  value 124.976065 
## stopped after 100 iterations
## - Fold01.Rep1: size=3, decay=1e-04 
## + Fold01.Rep1: size=5, decay=1e-04 
## # weights:  96
## initial  value 169.226815 
## iter  10 value 158.121237
## iter  20 value 143.070812
## iter  30 value 140.826672
## iter  40 value 134.299615
## iter  50 value 127.647804
## iter  60 value 127.438848
## iter  70 value 126.669682
## iter  80 value 126.532168
## iter  90 value 126.397461
## iter 100 value 125.949360
## final  value 125.949360 
## stopped after 100 iterations
## - Fold01.Rep1: size=5, decay=1e-04 
## + Fold02.Rep1: size=1, decay=0e+00 
## # weights:  20
## initial  value 167.747566 
## iter  10 value 164.761114
## iter  20 value 154.197800
## iter  30 value 152.062996
## iter  40 value 149.615774
## iter  50 value 148.533838
## final  value 148.533473 
## converged
## - Fold02.Rep1: size=1, decay=0e+00 
## + Fold02.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 167.543847 
## iter  10 value 163.867601
## iter  20 value 155.440243
## iter  30 value 146.271659
## iter  40 value 138.466345
## iter  50 value 126.832509
## iter  60 value 123.695783
## iter  70 value 123.146730
## iter  80 value 122.599586
## iter  90 value 121.923447
## iter 100 value 121.817589
## final  value 121.817589 
## stopped after 100 iterations
## - Fold02.Rep1: size=3, decay=0e+00 
## + Fold02.Rep1: size=5, decay=0e+00 
## # weights:  96
## initial  value 169.352078 
## iter  10 value 157.368846
## iter  20 value 149.528820
## iter  30 value 145.625006
## iter  40 value 145.516389
## final  value 145.516277 
## converged
## - Fold02.Rep1: size=5, decay=0e+00 
## + Fold02.Rep1: size=1, decay=1e-01 
## # weights:  20
## initial  value 168.823900 
## iter  10 value 167.295962
## iter  20 value 157.193131
## iter  30 value 156.332482
## final  value 156.321520 
## converged
## - Fold02.Rep1: size=1, decay=1e-01 
## + Fold02.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 178.176683 
## iter  10 value 167.466919
## iter  20 value 158.793309
## iter  30 value 156.734586
## iter  40 value 153.669333
## iter  50 value 152.126127
## iter  60 value 151.670325
## iter  70 value 151.621332
## iter  80 value 151.619924
## iter  90 value 151.619806
## final  value 151.619800 
## converged
## - Fold02.Rep1: size=3, decay=1e-01 
## + Fold02.Rep1: size=5, decay=1e-01 
## # weights:  96
## initial  value 175.446574 
## iter  10 value 167.056681
## iter  20 value 158.094085
## iter  30 value 155.408956
## iter  40 value 151.156460
## iter  50 value 146.885576
## iter  60 value 143.143828
## iter  70 value 142.052697
## iter  80 value 141.807195
## iter  90 value 141.403264
## iter 100 value 141.163037
## final  value 141.163037 
## stopped after 100 iterations
## - Fold02.Rep1: size=5, decay=1e-01 
## + Fold02.Rep1: size=1, decay=1e-04 
## # weights:  20
## initial  value 173.020179 
## iter  10 value 166.992941
## iter  20 value 160.875819
## iter  30 value 153.016624
## iter  40 value 151.819125
## iter  50 value 151.479821
## iter  60 value 151.291183
## iter  70 value 151.249122
## iter  80 value 151.218980
## iter  90 value 150.525784
## iter 100 value 149.934488
## final  value 149.934488 
## stopped after 100 iterations
## - Fold02.Rep1: size=1, decay=1e-04 
## + Fold02.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 182.367279 
## iter  10 value 167.741103
## iter  20 value 167.741040
## iter  30 value 167.737504
## iter  40 value 167.510101
## iter  50 value 166.571222
## iter  60 value 166.570502
## iter  70 value 166.565327
## iter  80 value 166.274163
## iter  90 value 165.618574
## iter 100 value 164.420567
## final  value 164.420567 
## stopped after 100 iterations
## - Fold02.Rep1: size=3, decay=1e-04 
## + Fold02.Rep1: size=5, decay=1e-04 
## # weights:  96
## initial  value 195.665719 
## iter  10 value 166.863722
## iter  20 value 165.497505
## iter  30 value 164.997921
## iter  40 value 164.814940
## iter  50 value 164.806304
## iter  60 value 164.803278
## iter  70 value 164.799603
## iter  80 value 162.141298
## iter  90 value 150.108956
## iter 100 value 144.670392
## final  value 144.670392 
## stopped after 100 iterations
## - Fold02.Rep1: size=5, decay=1e-04 
## + Fold03.Rep1: size=1, decay=0e+00 
## # weights:  20
## initial  value 167.777068 
## iter  10 value 162.008088
## iter  20 value 158.110263
## iter  30 value 156.182774
## iter  40 value 155.684026
## iter  50 value 155.670166
## final  value 155.666542 
## converged
## - Fold03.Rep1: size=1, decay=0e+00 
## + Fold03.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 173.593126 
## iter  10 value 167.501862
## iter  20 value 166.550163
## final  value 166.549577 
## converged
## - Fold03.Rep1: size=3, decay=0e+00 
## + Fold03.Rep1: size=5, decay=0e+00 
## # weights:  96
## initial  value 199.959084 
## iter  10 value 164.914027
## iter  20 value 156.062400
## iter  30 value 153.438941
## iter  40 value 153.373447
## final  value 153.373348 
## converged
## - Fold03.Rep1: size=5, decay=0e+00 
## + Fold03.Rep1: size=1, decay=1e-01 
## # weights:  20
## initial  value 182.031264 
## iter  10 value 167.426234
## iter  20 value 159.061951
## iter  30 value 158.901946
## iter  40 value 158.287318
## iter  50 value 156.596282
## iter  60 value 156.193359
## final  value 156.188645 
## converged
## - Fold03.Rep1: size=1, decay=1e-01 
## + Fold03.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 170.166928 
## iter  10 value 163.158755
## iter  20 value 159.367450
## iter  30 value 155.459614
## iter  40 value 153.051482
## iter  50 value 151.965329
## iter  60 value 150.890682
## iter  70 value 149.882316
## iter  80 value 148.967528
## iter  90 value 148.670356
## iter 100 value 148.619298
## final  value 148.619298 
## stopped after 100 iterations
## - Fold03.Rep1: size=3, decay=1e-01 
## + Fold03.Rep1: size=5, decay=1e-01 
## # weights:  96
## initial  value 171.745060 
## iter  10 value 167.648536
## iter  20 value 162.824833
## iter  30 value 156.581602
## iter  40 value 150.632960
## iter  50 value 149.044786
## iter  60 value 148.296171
## iter  70 value 146.479346
## iter  80 value 145.748324
## iter  90 value 142.485786
## iter 100 value 140.638150
## final  value 140.638150 
## stopped after 100 iterations
## - Fold03.Rep1: size=5, decay=1e-01 
## + Fold03.Rep1: size=1, decay=1e-04 
## # weights:  20
## initial  value 169.304623 
## iter  10 value 159.910148
## iter  20 value 153.098754
## iter  30 value 150.689677
## iter  40 value 149.227746
## iter  50 value 148.952432
## iter  60 value 148.838827
## iter  70 value 148.516044
## iter  80 value 148.420783
## final  value 148.412121 
## converged
## - Fold03.Rep1: size=1, decay=1e-04 
## + Fold03.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 168.172638 
## iter  10 value 167.735475
## iter  20 value 167.283783
## iter  30 value 166.013184
## iter  40 value 165.536735
## iter  50 value 165.394103
## iter  60 value 165.385203
## iter  70 value 165.383925
## iter  80 value 165.379681
## iter  90 value 165.072050
## iter 100 value 164.787839
## final  value 164.787839 
## stopped after 100 iterations
## - Fold03.Rep1: size=3, decay=1e-04 
## + Fold03.Rep1: size=5, decay=1e-04 
## # weights:  96
## initial  value 168.307836 
## iter  10 value 161.266091
## iter  20 value 150.772043
## iter  30 value 144.647257
## iter  40 value 136.451218
## iter  50 value 133.910953
## iter  60 value 133.156563
## iter  70 value 132.144133
## iter  80 value 132.063311
## iter  90 value 132.017643
## iter 100 value 131.700115
## final  value 131.700115 
## stopped after 100 iterations
## - Fold03.Rep1: size=5, decay=1e-04 
## + Fold04.Rep1: size=1, decay=0e+00 
## # weights:  20
## initial  value 179.551915 
## final  value 167.740083 
## converged
## - Fold04.Rep1: size=1, decay=0e+00 
## + Fold04.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 170.269926 
## iter  10 value 167.740099
## final  value 167.740042 
## converged
## - Fold04.Rep1: size=3, decay=0e+00 
## + Fold04.Rep1: size=5, decay=0e+00 
## # weights:  96
## initial  value 218.473368 
## final  value 167.740080 
## converged
## - Fold04.Rep1: size=5, decay=0e+00 
## + Fold04.Rep1: size=1, decay=1e-01 
## # weights:  20
## initial  value 173.703300 
## iter  10 value 167.760781
## iter  20 value 167.754031
## iter  30 value 166.993378
## iter  40 value 157.849742
## iter  50 value 157.641354
## final  value 157.641251 
## converged
## - Fold04.Rep1: size=1, decay=1e-01 
## + Fold04.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 174.901267 
## iter  10 value 167.345106
## iter  20 value 162.727393
## iter  30 value 156.604519
## iter  40 value 154.349984
## iter  50 value 151.888679
## iter  60 value 149.917839
## iter  70 value 149.165372
## iter  80 value 148.504425
## iter  90 value 148.493736
## iter 100 value 148.490457
## final  value 148.490457 
## stopped after 100 iterations
## - Fold04.Rep1: size=3, decay=1e-01 
## + Fold04.Rep1: size=5, decay=1e-01 
## # weights:  96
## initial  value 228.221735 
## iter  10 value 166.802259
## iter  20 value 159.314732
## iter  30 value 155.832715
## iter  40 value 151.874983
## iter  50 value 147.900302
## iter  60 value 145.191187
## iter  70 value 142.612329
## iter  80 value 138.374081
## iter  90 value 137.196594
## iter 100 value 136.411432
## final  value 136.411432 
## stopped after 100 iterations
## - Fold04.Rep1: size=5, decay=1e-01 
## + Fold04.Rep1: size=1, decay=1e-04 
## # weights:  20
## initial  value 168.390941 
## final  value 167.740269 
## converged
## - Fold04.Rep1: size=1, decay=1e-04 
## + Fold04.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 188.823816 
## iter  10 value 167.741485
## final  value 167.741409 
## converged
## - Fold04.Rep1: size=3, decay=1e-04 
## + Fold04.Rep1: size=5, decay=1e-04 
## # weights:  96
## initial  value 192.858811 
## iter  10 value 167.704850
## iter  20 value 165.972790
## iter  30 value 164.490657
## iter  40 value 154.842731
## iter  50 value 150.730173
## iter  60 value 144.966581
## iter  70 value 142.685276
## iter  80 value 142.529306
## iter  90 value 142.460288
## iter 100 value 142.436712
## final  value 142.436712 
## stopped after 100 iterations
## - Fold04.Rep1: size=5, decay=1e-04 
## + Fold05.Rep1: size=1, decay=0e+00 
## # weights:  20
## initial  value 191.911120 
## final  value 167.740034 
## converged
## - Fold05.Rep1: size=1, decay=0e+00 
## + Fold05.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 184.815100 
## iter  10 value 167.740049
## final  value 167.740031 
## converged
## - Fold05.Rep1: size=3, decay=0e+00 
## + Fold05.Rep1: size=5, decay=0e+00 
## # weights:  96
## initial  value 239.810919 
## iter  10 value 167.740076
## final  value 167.740039 
## converged
## - Fold05.Rep1: size=5, decay=0e+00 
## + Fold05.Rep1: size=1, decay=1e-01 
## # weights:  20
## initial  value 169.578393 
## iter  10 value 166.517645
## iter  20 value 161.480109
## iter  30 value 157.757524
## iter  40 value 156.864080
## final  value 156.835469 
## converged
## - Fold05.Rep1: size=1, decay=1e-01 
## + Fold05.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 194.294292 
## iter  10 value 167.175558
## iter  20 value 161.064935
## iter  30 value 158.016512
## iter  40 value 156.351386
## iter  50 value 155.737301
## iter  60 value 154.113682
## iter  70 value 152.340994
## iter  80 value 149.335564
## iter  90 value 147.481316
## iter 100 value 146.692024
## final  value 146.692024 
## stopped after 100 iterations
## - Fold05.Rep1: size=3, decay=1e-01 
## + Fold05.Rep1: size=5, decay=1e-01 
## # weights:  96
## initial  value 174.903569 
## iter  10 value 167.510550
## iter  20 value 161.258577
## iter  30 value 150.574917
## iter  40 value 146.944228
## iter  50 value 145.918939
## iter  60 value 144.723021
## iter  70 value 143.244874
## iter  80 value 141.945180
## iter  90 value 141.549198
## iter 100 value 139.852164
## final  value 139.852164 
## stopped after 100 iterations
## - Fold05.Rep1: size=5, decay=1e-01 
## + Fold05.Rep1: size=1, decay=1e-04 
## # weights:  20
## initial  value 186.244801 
## iter  10 value 167.739951
## iter  20 value 167.693988
## iter  30 value 167.162887
## iter  40 value 167.114513
## iter  50 value 166.572409
## iter  60 value 166.569461
## iter  70 value 166.568917
## final  value 166.567580 
## converged
## - Fold05.Rep1: size=1, decay=1e-04 
## + Fold05.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 179.364798 
## iter  10 value 167.741341
## final  value 167.741256 
## converged
## - Fold05.Rep1: size=3, decay=1e-04 
## + Fold05.Rep1: size=5, decay=1e-04 
## # weights:  96
## initial  value 217.314058 
## iter  10 value 167.558007
## iter  20 value 164.075928
## iter  30 value 161.072235
## iter  40 value 160.924564
## iter  50 value 160.895670
## iter  60 value 160.001961
## iter  70 value 152.813331
## iter  80 value 147.185950
## iter  90 value 143.897854
## iter 100 value 138.563118
## final  value 138.563118 
## stopped after 100 iterations
## - Fold05.Rep1: size=5, decay=1e-04 
## + Fold06.Rep1: size=1, decay=0e+00 
## # weights:  20
## initial  value 173.425796 
## iter  10 value 165.395551
## iter  20 value 165.153596
## final  value 165.153315 
## converged
## - Fold06.Rep1: size=1, decay=0e+00 
## + Fold06.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 172.298447 
## iter  10 value 166.930991
## iter  20 value 166.925029
## iter  30 value 164.084426
## iter  40 value 149.865597
## iter  50 value 144.797568
## iter  60 value 143.956936
## iter  70 value 143.950505
## final  value 143.950499 
## converged
## - Fold06.Rep1: size=3, decay=0e+00 
## + Fold06.Rep1: size=5, decay=0e+00 
## # weights:  96
## initial  value 167.491270 
## iter  10 value 166.700366
## iter  20 value 163.786795
## iter  30 value 163.344822
## final  value 163.344281 
## converged
## - Fold06.Rep1: size=5, decay=0e+00 
## + Fold06.Rep1: size=1, decay=1e-01 
## # weights:  20
## initial  value 178.804632 
## iter  10 value 166.913466
## iter  20 value 160.463122
## iter  30 value 152.644276
## iter  40 value 151.703891
## final  value 151.702605 
## converged
## - Fold06.Rep1: size=1, decay=1e-01 
## + Fold06.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 168.335787 
## iter  10 value 165.401865
## iter  20 value 155.988073
## iter  30 value 151.012723
## iter  40 value 148.220835
## iter  50 value 146.283701
## iter  60 value 145.822920
## iter  70 value 145.792556
## iter  80 value 145.774699
## final  value 145.770411 
## converged
## - Fold06.Rep1: size=3, decay=1e-01 
## + Fold06.Rep1: size=5, decay=1e-01 
## # weights:  96
## initial  value 192.624179 
## iter  10 value 166.167623
## iter  20 value 157.792031
## iter  30 value 149.154674
## iter  40 value 146.805774
## iter  50 value 145.770820
## iter  60 value 145.649630
## iter  70 value 145.558951
## iter  80 value 142.923968
## iter  90 value 142.189894
## iter 100 value 141.741609
## final  value 141.741609 
## stopped after 100 iterations
## - Fold06.Rep1: size=5, decay=1e-01 
## + Fold06.Rep1: size=1, decay=1e-04 
## # weights:  20
## initial  value 172.034129 
## iter  10 value 165.823970
## iter  20 value 165.773959
## iter  30 value 165.764489
## final  value 165.764002 
## converged
## - Fold06.Rep1: size=1, decay=1e-04 
## + Fold06.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 215.413750 
## final  value 166.932720 
## converged
## - Fold06.Rep1: size=3, decay=1e-04 
## + Fold06.Rep1: size=5, decay=1e-04 
## # weights:  96
## initial  value 191.844882 
## iter  10 value 160.338101
## iter  20 value 144.713740
## iter  30 value 139.688685
## iter  40 value 136.980795
## iter  50 value 136.803302
## iter  60 value 136.697481
## iter  70 value 136.321678
## iter  80 value 136.156791
## iter  90 value 136.091781
## iter 100 value 136.065246
## final  value 136.065246 
## stopped after 100 iterations
## - Fold06.Rep1: size=5, decay=1e-04 
## + Fold07.Rep1: size=1, decay=0e+00 
## # weights:  20
## initial  value 178.072233 
## final  value 167.740033 
## converged
## - Fold07.Rep1: size=1, decay=0e+00 
## + Fold07.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 167.698683 
## iter  10 value 156.566868
## iter  20 value 153.946435
## iter  30 value 149.159633
## iter  40 value 147.936823
## iter  50 value 140.216580
## iter  60 value 131.783035
## iter  70 value 129.238254
## iter  80 value 128.772242
## iter  90 value 128.109700
## iter 100 value 127.155817
## final  value 127.155817 
## stopped after 100 iterations
## - Fold07.Rep1: size=3, decay=0e+00 
## + Fold07.Rep1: size=5, decay=0e+00 
## # weights:  96
## initial  value 174.475074 
## iter  10 value 167.738011
## iter  20 value 167.712893
## iter  30 value 166.571422
## iter  40 value 159.587613
## iter  50 value 152.330971
## iter  60 value 150.413447
## iter  70 value 150.284354
## final  value 150.283280 
## converged
## - Fold07.Rep1: size=5, decay=0e+00 
## + Fold07.Rep1: size=1, decay=1e-01 
## # weights:  20
## initial  value 171.272345 
## iter  10 value 167.739100
## iter  20 value 166.429680
## iter  30 value 161.136182
## iter  40 value 156.724634
## iter  50 value 156.489798
## iter  60 value 156.466522
## final  value 156.466081 
## converged
## - Fold07.Rep1: size=1, decay=1e-01 
## + Fold07.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 171.999624 
## iter  10 value 167.473270
## iter  20 value 162.399710
## iter  30 value 156.804637
## iter  40 value 154.342376
## iter  50 value 151.746454
## iter  60 value 150.878613
## iter  70 value 150.650031
## iter  80 value 150.573837
## iter  90 value 150.238304
## iter 100 value 148.875556
## final  value 148.875556 
## stopped after 100 iterations
## - Fold07.Rep1: size=3, decay=1e-01 
## + Fold07.Rep1: size=5, decay=1e-01 
## # weights:  96
## initial  value 185.125616 
## iter  10 value 167.634192
## iter  20 value 160.758158
## iter  30 value 155.819081
## iter  40 value 150.816733
## iter  50 value 148.301521
## iter  60 value 145.543087
## iter  70 value 144.652685
## iter  80 value 144.212462
## iter  90 value 143.356334
## iter 100 value 143.048316
## final  value 143.048316 
## stopped after 100 iterations
## - Fold07.Rep1: size=5, decay=1e-01 
## + Fold07.Rep1: size=1, decay=1e-04 
## # weights:  20
## initial  value 167.402292 
## iter  10 value 156.228282
## iter  20 value 152.299780
## iter  30 value 150.719188
## iter  40 value 150.657730
## iter  50 value 150.645774
## iter  60 value 150.643042
## iter  70 value 150.642515
## iter  80 value 150.642089
## final  value 150.641807 
## converged
## - Fold07.Rep1: size=1, decay=1e-04 
## + Fold07.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 167.694978 
## iter  10 value 166.049190
## iter  20 value 159.576148
## iter  30 value 156.105744
## iter  40 value 155.367750
## iter  50 value 154.978625
## iter  60 value 153.956301
## iter  70 value 153.459369
## iter  80 value 152.685448
## iter  90 value 151.900183
## iter 100 value 151.630261
## final  value 151.630261 
## stopped after 100 iterations
## - Fold07.Rep1: size=3, decay=1e-04 
## + Fold07.Rep1: size=5, decay=1e-04 
## # weights:  96
## initial  value 184.876685 
## iter  10 value 167.501144
## iter  20 value 166.173716
## iter  30 value 165.385762
## iter  40 value 165.075716
## iter  50 value 164.818429
## iter  60 value 161.358810
## iter  70 value 150.087499
## iter  80 value 148.031703
## iter  90 value 145.702662
## iter 100 value 145.364197
## final  value 145.364197 
## stopped after 100 iterations
## - Fold07.Rep1: size=5, decay=1e-04 
## + Fold08.Rep1: size=1, decay=0e+00 
## # weights:  20
## initial  value 168.762633 
## final  value 167.740040 
## converged
## - Fold08.Rep1: size=1, decay=0e+00 
## + Fold08.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 167.803396 
## iter  10 value 167.740055
## final  value 167.740039 
## converged
## - Fold08.Rep1: size=3, decay=0e+00 
## + Fold08.Rep1: size=5, decay=0e+00 
## # weights:  96
## initial  value 184.088663 
## iter  10 value 167.740139
## iter  20 value 167.740037
## final  value 167.740034 
## converged
## - Fold08.Rep1: size=5, decay=0e+00 
## + Fold08.Rep1: size=1, decay=1e-01 
## # weights:  20
## initial  value 173.359770 
## iter  10 value 167.121113
## iter  20 value 159.167955
## iter  30 value 157.527225
## final  value 157.513477 
## converged
## - Fold08.Rep1: size=1, decay=1e-01 
## + Fold08.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 224.744643 
## iter  10 value 167.716638
## iter  20 value 161.889675
## iter  30 value 157.218622
## iter  40 value 153.761511
## iter  50 value 152.434709
## iter  60 value 150.715358
## iter  70 value 150.531008
## iter  80 value 150.256468
## iter  90 value 148.200785
## iter 100 value 147.156794
## final  value 147.156794 
## stopped after 100 iterations
## - Fold08.Rep1: size=3, decay=1e-01 
## + Fold08.Rep1: size=5, decay=1e-01 
## # weights:  96
## initial  value 258.823151 
## iter  10 value 168.080152
## iter  20 value 166.764379
## iter  30 value 159.961644
## iter  40 value 157.866054
## iter  50 value 157.514756
## iter  60 value 157.441421
## iter  70 value 156.891589
## iter  80 value 155.384091
## iter  90 value 151.647486
## iter 100 value 150.272903
## final  value 150.272903 
## stopped after 100 iterations
## - Fold08.Rep1: size=5, decay=1e-01 
## + Fold08.Rep1: size=1, decay=1e-04 
## # weights:  20
## initial  value 168.391971 
## final  value 167.740408 
## converged
## - Fold08.Rep1: size=1, decay=1e-04 
## + Fold08.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 176.668274 
## iter  10 value 167.738885
## iter  20 value 166.587730
## iter  30 value 166.064169
## iter  40 value 165.971838
## iter  50 value 165.969383
## iter  60 value 165.959952
## iter  70 value 163.530470
## iter  80 value 156.840678
## iter  90 value 153.387448
## iter 100 value 152.492713
## final  value 152.492713 
## stopped after 100 iterations
## - Fold08.Rep1: size=3, decay=1e-04 
## + Fold08.Rep1: size=5, decay=1e-04 
## # weights:  96
## initial  value 184.476801 
## iter  10 value 167.593324
## iter  20 value 159.068046
## iter  30 value 153.925017
## iter  40 value 150.826310
## iter  50 value 147.941345
## iter  60 value 145.447351
## iter  70 value 144.724069
## iter  80 value 144.532491
## iter  90 value 144.377345
## iter 100 value 141.775209
## final  value 141.775209 
## stopped after 100 iterations
## - Fold08.Rep1: size=5, decay=1e-04 
## + Fold09.Rep1: size=1, decay=0e+00 
## # weights:  20
## initial  value 181.538439 
## iter  10 value 167.142887
## iter  20 value 166.549748
## final  value 166.549578 
## converged
## - Fold09.Rep1: size=1, decay=0e+00 
## + Fold09.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 167.754674 
## iter  10 value 167.738919
## iter  20 value 167.124961
## iter  30 value 165.371732
## iter  40 value 165.345729
## final  value 165.345584 
## converged
## - Fold09.Rep1: size=3, decay=0e+00 
## + Fold09.Rep1: size=5, decay=0e+00 
## # weights:  96
## initial  value 181.445624 
## iter  10 value 166.574628
## iter  20 value 166.549618
## final  value 166.549575 
## converged
## - Fold09.Rep1: size=5, decay=0e+00 
## + Fold09.Rep1: size=1, decay=1e-01 
## # weights:  20
## initial  value 168.166976 
## iter  10 value 167.728860
## iter  20 value 165.334351
## iter  30 value 156.952441
## iter  40 value 156.613513
## final  value 156.613460 
## converged
## - Fold09.Rep1: size=1, decay=1e-01 
## + Fold09.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 177.028458 
## iter  10 value 167.261648
## iter  20 value 162.179950
## iter  30 value 156.253461
## iter  40 value 153.942002
## iter  50 value 152.666092
## iter  60 value 151.590204
## iter  70 value 151.107116
## iter  80 value 150.953123
## iter  90 value 150.858169
## iter 100 value 150.327190
## final  value 150.327190 
## stopped after 100 iterations
## - Fold09.Rep1: size=3, decay=1e-01 
## + Fold09.Rep1: size=5, decay=1e-01 
## # weights:  96
## initial  value 169.552223 
## iter  10 value 165.848049
## iter  20 value 157.786777
## iter  30 value 153.833002
## iter  40 value 151.339433
## iter  50 value 149.520608
## iter  60 value 146.519453
## iter  70 value 144.997031
## iter  80 value 143.766767
## iter  90 value 142.811103
## iter 100 value 142.257665
## final  value 142.257665 
## stopped after 100 iterations
## - Fold09.Rep1: size=5, decay=1e-01 
## + Fold09.Rep1: size=1, decay=1e-04 
## # weights:  20
## initial  value 167.777289 
## final  value 167.740494 
## converged
## - Fold09.Rep1: size=1, decay=1e-04 
## + Fold09.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 182.278451 
## iter  10 value 167.712122
## iter  20 value 165.870354
## iter  30 value 152.143874
## iter  40 value 148.070734
## iter  50 value 143.277364
## iter  60 value 139.238377
## iter  70 value 134.982978
## iter  80 value 133.708410
## iter  90 value 133.575213
## iter 100 value 133.565287
## final  value 133.565287 
## stopped after 100 iterations
## - Fold09.Rep1: size=3, decay=1e-04 
## + Fold09.Rep1: size=5, decay=1e-04 
## # weights:  96
## initial  value 174.621319 
## iter  10 value 167.642582
## iter  20 value 166.591552
## iter  30 value 166.573964
## iter  40 value 166.534918
## iter  50 value 164.756742
## iter  60 value 162.663162
## iter  70 value 158.557189
## iter  80 value 151.862327
## iter  90 value 150.131167
## iter 100 value 149.755059
## final  value 149.755059 
## stopped after 100 iterations
## - Fold09.Rep1: size=5, decay=1e-04 
## + Fold10.Rep1: size=1, decay=0e+00 
## # weights:  20
## initial  value 172.007219 
## final  value 167.740033 
## converged
## - Fold10.Rep1: size=1, decay=0e+00 
## + Fold10.Rep1: size=3, decay=0e+00 
## # weights:  58
## initial  value 170.712983 
## iter  10 value 167.710309
## iter  20 value 166.654350
## iter  30 value 166.549718
## final  value 166.549580 
## converged
## - Fold10.Rep1: size=3, decay=0e+00 
## + Fold10.Rep1: size=5, decay=0e+00 
## # weights:  96
## initial  value 178.774785 
## iter  10 value 167.602453
## iter  20 value 166.504233
## iter  30 value 160.870823
## iter  40 value 148.885998
## iter  50 value 145.197173
## iter  60 value 142.414992
## iter  70 value 142.379706
## final  value 142.379652 
## converged
## - Fold10.Rep1: size=5, decay=0e+00 
## + Fold10.Rep1: size=1, decay=1e-01 
## # weights:  20
## initial  value 200.447790 
## iter  10 value 167.385623
## iter  20 value 157.153260
## iter  30 value 155.395103
## final  value 155.392437 
## converged
## - Fold10.Rep1: size=1, decay=1e-01 
## + Fold10.Rep1: size=3, decay=1e-01 
## # weights:  58
## initial  value 171.150920 
## iter  10 value 165.109147
## iter  20 value 155.325416
## iter  30 value 151.869897
## iter  40 value 148.011263
## iter  50 value 147.597977
## iter  60 value 147.590495
## iter  70 value 147.589167
## iter  80 value 147.573206
## iter  90 value 147.400506
## iter 100 value 147.082388
## final  value 147.082388 
## stopped after 100 iterations
## - Fold10.Rep1: size=3, decay=1e-01 
## + Fold10.Rep1: size=5, decay=1e-01 
## # weights:  96
## initial  value 244.090729 
## iter  10 value 166.479200
## iter  20 value 156.875034
## iter  30 value 155.901942
## iter  40 value 151.978018
## iter  50 value 149.134532
## iter  60 value 147.903118
## iter  70 value 147.126324
## iter  80 value 146.254339
## iter  90 value 145.394340
## iter 100 value 144.726674
## final  value 144.726674 
## stopped after 100 iterations
## - Fold10.Rep1: size=5, decay=1e-01 
## + Fold10.Rep1: size=1, decay=1e-04 
## # weights:  20
## initial  value 168.042200 
## final  value 167.740286 
## converged
## - Fold10.Rep1: size=1, decay=1e-04 
## + Fold10.Rep1: size=3, decay=1e-04 
## # weights:  58
## initial  value 167.808133 
## iter  10 value 167.731113
## iter  20 value 162.844942
## iter  30 value 150.185123
## iter  40 value 147.038965
## iter  50 value 145.795540
## iter  60 value 145.568817
## iter  70 value 145.342682
## iter  80 value 144.994073
## iter  90 value 144.910679
## iter 100 value 144.734806
## final  value 144.734806 
## stopped after 100 iterations
## - Fold10.Rep1: size=3, decay=1e-04 
## + Fold10.Rep1: size=5, decay=1e-04 
## # weights:  96
## initial  value 169.425274 
## iter  10 value 167.711523
## iter  20 value 166.004176
## iter  30 value 152.038765
## iter  40 value 147.814938
## iter  50 value 146.660793
## iter  60 value 138.944887
## iter  70 value 127.411371
## iter  80 value 121.685759
## iter  90 value 120.112882
## iter 100 value 119.828971
## final  value 119.828971 
## stopped after 100 iterations
## - Fold10.Rep1: size=5, decay=1e-04 
## Aggregating results
## Selecting tuning parameters
## Fitting size = 1, decay = 0.1 on full training set
## # weights:  20
## initial  value 209.513649 
## iter  10 value 185.280089
## iter  20 value 176.155379
## iter  30 value 173.825139
## iter  40 value 173.488199
## iter  50 value 173.312695
## final  value 173.309977 
## converged
## + Fold01.Rep1: parameter=none 
## - Fold01.Rep1: parameter=none 
## + Fold02.Rep1: parameter=none 
## - Fold02.Rep1: parameter=none 
## + Fold03.Rep1: parameter=none 
## - Fold03.Rep1: parameter=none 
## + Fold04.Rep1: parameter=none 
## - Fold04.Rep1: parameter=none 
## + Fold05.Rep1: parameter=none 
## - Fold05.Rep1: parameter=none 
## + Fold06.Rep1: parameter=none 
## - Fold06.Rep1: parameter=none 
## + Fold07.Rep1: parameter=none 
## - Fold07.Rep1: parameter=none 
## + Fold08.Rep1: parameter=none 
## - Fold08.Rep1: parameter=none 
## + Fold09.Rep1: parameter=none 
## - Fold09.Rep1: parameter=none 
## + Fold10.Rep1: parameter=none 
## - Fold10.Rep1: parameter=none 
## Aggregating results
## Fitting final model on full training set

#Validation ## Stone Type

source("~/Desktop/Sayer/Nomogram/R/R directory/Biochemistry ML/validation_biochem_stone_type.R")
## Warning: The `x` argument of `as_tibble.matrix()` must have unique column names if
## `.name_repair` is omitted as of tibble 2.0.0.
## ℹ Using compatibility `.name_repair`.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
## ***MLeval: Machine Learning Model Evaluation***
## Input: caret train function object
## Averaging probs.
## Group 1 type: repeatedcv
## Observations: 816
## Number of groups: 1
## Observations per group: 816
## Positive: CaP
## Negative: CaOx
## Group: Group 1
## Positive: 20
## Negative: 468
## ***Performance Metrics***

## Group 1 Optimal Informedness = 0.490201005025126
## Group 1 AUC-ROC = 0.79
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## ***MLeval: Machine Learning Model Evaluation***
## Input: caret train function object
## Averaging probs.
## Group 1 type: repeatedcv
## Observations: 816
## Number of groups: 1
## Observations per group: 816
## Positive: CaP
## Negative: CaOx
## Group: Group 1
## Positive: 20
## Negative: 468
## ***Performance Metrics***

## Group 1 Optimal Informedness = 0.162311557788945
## Group 1 AUC-ROC = 0.62
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## ***MLeval: Machine Learning Model Evaluation***
## Input: caret train function object
## Averaging probs.
## Group 1 type: repeatedcv
## Observations: 816
## Number of groups: 1
## Observations per group: 816
## Positive: CaP
## Negative: CaOx
## Group: Group 1
## Positive: 20
## Negative: 468
## ***Performance Metrics***

## Group 1 Optimal Informedness = 0.45678391959799
## Group 1 AUC-ROC = 0.7
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## ***MLeval: Machine Learning Model Evaluation***
## Input: caret train function object
## Averaging probs.
## Group 1 type: repeatedcv
## Observations: 816
## Number of groups: 1
## Observations per group: 816
## Positive: CaP
## Negative: CaOx
## Group: Group 1
## Positive: 20
## Negative: 468
## ***Performance Metrics***

## Group 1 Optimal Informedness = 0.291959798994975
## Group 1 AUC-ROC = 0.65
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Warning in roc.default(UK_ST_test_coded_outcome3, UK_ST_keras_prediction1):
## Deprecated use a matrix as predictor. Unexpected results may be produced,
## please pass a numeric vector.
## Warning in roc.default(UK_ST_test_coded_outcome3, UK_ST_keras_prediction1):
## Deprecated use a matrix as response. Unexpected results may be produced, please
## pass a vector or factor.
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases

Recurrence

source("~/Desktop/Sayer/Nomogram/R/R directory/Biochemistry ML/validation_biochem_recurrence.R")
## ***MLeval: Machine Learning Model Evaluation***
## Input: caret train function object
## Averaging probs.
## Group 1 type: repeatedcv
## Observations: 271
## Number of groups: 1
## Observations per group: 271
## Positive: No
## Negative: Yes
## Group: Group 1
## Positive: 150
## Negative: 121
## ***Performance Metrics***

## Group 1 Optimal Informedness = 0.180055096418733
## Group 1 AUC-ROC = 0.58
## Setting levels: control = Yes, case = No
## Setting direction: controls < cases
## Area under the curve: 0.6213
## 95% CI: 0.5147-0.7279 (DeLong)
## Setting levels: control = Yes, case = No
## Setting direction: controls > cases
## Area under the curve: 0.5214
## 95% CI: 0.3925-0.6504 (DeLong)
## ***MLeval: Machine Learning Model Evaluation***
## Input: caret train function object
## Averaging probs.
## Group 1 type: repeatedcv
## Observations: 271
## Number of groups: 1
## Observations per group: 271
## Positive: No
## Negative: Yes
## Group: Group 1
## Positive: 150
## Negative: 121
## ***Performance Metrics***

## Group 1 Optimal Informedness = 0.154269972451791
## Group 1 AUC-ROC = 0.57
## Setting levels: control = Yes, case = No
## Setting direction: controls < cases
## Area under the curve: 0.5061
## 95% CI: 0.44-0.5722 (DeLong)
## Setting levels: control = Yes, case = No
## Setting direction: controls < cases
## Area under the curve: 0.4747
## 95% CI: 0.3861-0.5633 (DeLong)
## Setting levels: control = Yes, case = No
## Setting direction: controls < cases
## Area under the curve: 0.6777
## 95% CI: 0.5697-0.7857 (DeLong)
## Setting levels: control = Yes, case = No
## Setting direction: controls > cases
## Area under the curve: 0.5102
## 95% CI: 0.3722-0.6482 (DeLong)
## Setting levels: control = Yes, case = No
## Setting direction: controls > cases
## Area under the curve: 0.5802
## 95% CI: 0.4697-0.6907 (DeLong)
## Setting levels: control = Yes, case = No
## Setting direction: controls < cases
## Area under the curve: 0.5587
## 95% CI: 0.4245-0.6929 (DeLong)
## ***MLeval: Machine Learning Model Evaluation***
## Input: caret train function object
## Averaging probs.
## Group 1 type: repeatedcv
## Observations: 271
## Number of groups: 1
## Observations per group: 271
## Positive: No
## Negative: Yes
## Group: Group 1
## Positive: 150
## Negative: 121
## ***Performance Metrics***

## Group 1 Optimal Informedness = 0.192066115702479
## Group 1 AUC-ROC = 0.59
## Setting levels: control = Yes, case = No
## Setting direction: controls < cases
## Area under the curve: 0.5631
## 95% CI: 0.4506-0.6757 (DeLong)
## Setting levels: control = Yes, case = No
## Setting direction: controls < cases
## Area under the curve: 0.4593
## 95% CI: 0.3149-0.6037 (DeLong)
## ***MLeval: Machine Learning Model Evaluation***
## Input: caret train function object
## Averaging probs.
## Group 1 type: repeatedcv
## Observations: 271
## Number of groups: 1
## Observations per group: 271
## Positive: No
## Negative: Yes
## Group: Group 1
## Positive: 150
## Negative: 121
## ***Performance Metrics***

## Group 1 Optimal Informedness = 0.173168044077135
## Group 1 AUC-ROC = 0.61
## Setting levels: control = Yes, case = No
## Setting direction: controls < cases
## Area under the curve: 0.5799
## 95% CI: 0.4693-0.6905 (DeLong)
## Setting levels: control = Yes, case = No
## Setting direction: controls > cases
## Area under the curve: 0.5575
## 95% CI: 0.4231-0.692 (DeLong)
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases
## Setting levels: control = 0, case = 1
## Setting direction: controls < cases

Combined ROC Curves

Stone Types

CaOx

library(grid)
library(gridExtra)
## 
## Attaching package: 'gridExtra'
## The following object is masked from 'package:randomForest':
## 
##     combine
## The following object is masked from 'package:dplyr':
## 
##     combine
caox_roc_combined <-
  ggroc(caox_roc_list, aes = c("color")) + theme_minimal() + labs(
    title = "Stone Type models (CaOx - External validation)",
    x = "Specificity",
    y = "Sensitivity",
    color = "Model"
  ) + scale_color_discrete(
    labels = c(
      "Random Forests",
      "Recursive Partitioning",
      "XGBoost",
      "Classical Neural Net",
      "Deep Neural Net"
    )
  ) + geom_abline(slope = 1, intercept = 1)

caox_auc_data_overall <-
  cbind(
    "AUC" = rbind(
      Swiss_ST_rf_caox_roc$auc,
      Swiss_ST_rpart_caox_roc$auc,
      Swiss_ST_xgboost_caox_roc$auc,
      Swiss_ST_nn_caox_roc$auc,
      Swiss_ST_keras_caox_roc$auc
    ),
    "Model" = c(
      "Random Forests",
      "Recursive Partitioning",
      "XGBoost",
      "Classical Neural Net",
      "Deep Neural Net"
    )
  ) %>% as_tibble()
colnames(caox_auc_data_overall) <- c("AUC", "Model")
caox_auc_data_overall$AUC <- as.numeric(caox_auc_data_overall$AUC) %>% round(digits = 2)
caox_auc_table<-caox_auc_data_overall %>% relocate(Model, .before = AUC) %>% tableGrob()

grid.draw(ggplotGrob(caox_roc_combined))
caox_auc_table_vp <- viewport(x = 0.7, y = 0.22, 
                         just = c("right", "bottom"),
                         height = 0.1, width = 0.2)
pushViewport(caox_auc_table_vp)
grid.draw(caox_auc_table)

popViewport()

CaP

library(grid)
library(gridExtra)

cap_roc_combined <-
  ggroc(cap_roc_list, aes = c("color")) + theme_minimal() + labs(
    title = "Stone Type models (CaP - External validation)",
    x = "Specificity",
    y = "Sensitivity",
    color = "Model"
  ) + scale_color_discrete(
    labels = c(
      "Random Forests",
      "Recursive Partitioning",
      "XGBoost",
      "Classical Neural Net",
      "Deep Neural Net"
    )
  ) + geom_abline(slope = 1, intercept = 1)

cap_auc_data_overall <-
  cbind(
    "AUC" = rbind(
      Swiss_ST_rf_cap_roc$auc,
      Swiss_ST_rpart_cap_roc$auc,
      Swiss_ST_xgboost_cap_roc$auc,
      Swiss_ST_nn_cap_roc$auc,
      Swiss_ST_keras_cap_roc$auc
    ),
    "Model" = c(
      "Random Forests",
      "Recursive Partitioning",
      "XGBoost",
      "Classical Neural Net",
      "Deep Neural Net"
    )
  ) %>% as_tibble()
colnames(cap_auc_data_overall) <- c("AUC", "Model")
cap_auc_data_overall$AUC <- as.numeric(cap_auc_data_overall$AUC) %>% round(digits = 2)
cap_auc_table<-cap_auc_data_overall %>% relocate(Model, .before = AUC) %>% tableGrob()

grid.draw(ggplotGrob(cap_roc_combined))
cap_auc_table_vp <- viewport(x = 0.7, y = 0.22, 
                         just = c("right", "bottom"),
                         height = 0.1, width = 0.2)
pushViewport(cap_auc_table_vp)
grid.draw(cap_auc_table)

popViewport()

Urate

library(grid)
library(gridExtra)

urate_roc_combined <-
  ggroc(urate_roc_list, aes = c("color")) + theme_minimal() + labs(
    title = "Stone Type models (Urate - External validation)",
    x = "Specificity",
    y = "Sensitivity",
    color = "Model"
  ) + scale_color_discrete(
    labels = c(
      "Random Forests",
      "Recursive Partitioning",
      "XGBoost",
      "Classical Neural Net",
      "Deep Neural Net"
    )
  ) + geom_abline(slope = 1, intercept = 1)

urate_auc_data_overall <-
  cbind(
    "AUC" = rbind(
      Swiss_ST_rf_urate_roc$auc,
      Swiss_ST_rpart_urate_roc$auc,
      Swiss_ST_xgboost_urate_roc$auc,
      Swiss_ST_nn_urate_roc$auc,
      Swiss_ST_keras_urate_roc$auc
    ),
    "Model" = c(
      "Random Forests",
      "Recursive Partitioning",
      "XGBoost",
      "Classical Neural Net",
      "Deep Neural Net"
    )
  ) %>% as_tibble()
colnames(urate_auc_data_overall) <- c("AUC", "Model")
urate_auc_data_overall$AUC <- as.numeric(urate_auc_data_overall$AUC) %>% round(digits = 2)
urate_auc_table<-urate_auc_data_overall %>% relocate(Model, .before = AUC) %>% tableGrob()

grid.draw(ggplotGrob(urate_roc_combined))
urate_auc_table_vp <- viewport(x = 0.7, y = 0.22, 
                         just = c("right", "bottom"),
                         height = 0.1, width = 0.2)
pushViewport(urate_auc_table_vp)
grid.draw(urate_auc_table)

popViewport()

Recurrence

library(grid)
library(gridExtra)

recurrence_roc_combined <-
  ggroc(recurrence_roc_list, aes = c("color")) + theme_minimal() + labs(
    title = "Recurrence models (External validation)",
    x = "Specificity",
    y = "Sensitivity",
    color = "Model"
  ) + scale_color_discrete(
    labels = c(
      "Random Forests",
      "Recursive Partitioning",
      "XGBoost",
      "Logistic Regression",
      "Classical Neural Net",
      "Bayesian GLM",
      "Deep Neural Net"
    )
  ) + geom_abline(slope = 1, intercept = 1)

recurrence_auc_data_overall <-
  cbind(
    "AUC" = rbind(
      Swiss_Rec_rf_roc$auc,
      Swiss_Rec_rpart_roc$auc,
      Swiss_Rec_xgboost_roc$auc,
      Swiss_Rec_logit_roc$auc,
      Swiss_Rec_nn_roc$auc,
      Swiss_Rec_bayes_roc$auc,
      Swiss_Rec_keras_roc$auc
    ),
    "Model" = c(
      "Random Forests",
      "Recursive Partitioning",
      "XGBoost",
      "Logistic Regression",
      "Classical Neural Net",
      "Bayesian GLM",
      "Deep Neural Net"
    )
  ) %>% as_tibble()
colnames(recurrence_auc_data_overall) <- c("AUC", "Model")
recurrence_auc_data_overall$AUC <- as.numeric(recurrence_auc_data_overall$AUC) %>% round(digits = 2)
recurrence_auc_table<-recurrence_auc_data_overall %>% relocate(Model, .before = AUC) %>% tableGrob()

grid.draw(ggplotGrob(recurrence_roc_combined))
recurrence_auc_table_vp <- viewport(x = 0.7, y = 0.22, 
                         just = c("right", "bottom"),
                         height = 0.1, width = 0.2)
pushViewport(recurrence_auc_table_vp)
grid.draw(recurrence_auc_table)

popViewport()